Performance & cost
7,122 rows, by stacks then stars
853 of these skill files have been read, by 797 distinct authors, and what they tell an agent counted. What Performance & cost authors agree on, and what they forbid
Algorithm performance benchmarking
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/algorithm-performance-benchmarking Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Annotation benchmark performance evaluation
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/annotation-benchmark-performance-evaluation Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Baseline comparison performance benchmarking
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/baseline-comparison-performance-benchmarking Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Batch construction parameter optimization
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/batch-construction-parameter-optimization Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Bayesian optimization acquisition function selection
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/bayesian-optimization-acquisition-function-selection Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Beam search decoding optimization
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/beam-search-decoding-optimization Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Benchmarking and comparative performance evaluation
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/benchmarking-and-comparative-performance-evaluation Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Binary cross entropy loss optimization
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/binary-cross-entropy-loss-optimization Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Blind search mode parameter optimization
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/blind-search-mode-parameter-optimization Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Chemical coverage optimization
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/chemical-coverage-optimization Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Chunk wise data processing optimization
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/chunk-wise-data-processing-optimization Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Classification model performance evaluation
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/classification-model-performance-evaluation Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Cohort stratified metabolic performance analysis
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/cohort-stratified-metabolic-performance-analysis Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Collision energy optimization for fragmentation
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/collision-energy-optimization-for-fragmentation Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Comparative classifier performance assessment
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/comparative-classifier-performance-assessment Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Comparative performance evaluation across methods
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/comparative-performance-evaluation-across-methods Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Computational efficiency single pass vs repeated detection
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/computational-efficiency-single-pass-vs-repeated-detection Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Computational resource profiling and benchmarking
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/computational-resource-profiling-and-benchmarking Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Cross tool performance comparison
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/cross-tool-performance-comparison Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Extraction parameter optimization ppm retention time ion mobility
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/extraction-parameter-optimization-ppm-retention-time-ion-mobility Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Feature pair alignment parameter optimization
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/feature-pair-alignment-parameter-optimization Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Fragment frequency threshold optimization
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/fragment-frequency-threshold-optimization Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Generalized additive model hyperparameter optimization
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/generalized-additive-model-hyperparameter-optimization Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/gradient-performance-encoding Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Gradient space optimization search
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/gradient-space-optimization-search Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
High throughput spectral data processing
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/high-throughput-spectral-data-processing Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
In memory optimization for large datasets
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/in-memory-optimization-for-large-datasets Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Ion tree structure optimization and trunk establishment
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/ion-tree-structure-optimization-and-trunk-establishment Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Machine learning performance metric evaluation
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/machine-learning-performance-metric-evaluation Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Mass accuracy collision energy optimization
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/mass-accuracy-collision-energy-optimization Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Mass spectrometry metadata caching
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/mass-spectrometry-metadata-caching Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Mass tolerance optimization hrms
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/mass-tolerance-optimization-hrms Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Mass2motif parameter optimization
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/mass2motif-parameter-optimization Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Maximum weight matching optimization
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/maximum-weight-matching-optimization Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Metabolite detection and acquisition performance benchmarking
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/metabolite-detection-and-acquisition-performance-benchmarking Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Metabolite rank performance evaluation
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/metabolite-rank-performance-evaluation Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Metabolomics model performance comparison
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/metabolomics-model-performance-comparison Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Modularity optimization clustering
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/modularity-optimization-clustering Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Molecular conformer generation and optimization
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/molecular-conformer-generation-and-optimization Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Motif pseudo spectra optimization filtering
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/motif-pseudo-spectra-optimization-filtering Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Multi window mass range parameter optimization
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/multi-window-mass-range-parameter-optimization Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Neural network threshold optimization
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/neural-network-threshold-optimization Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Noise artifact reduction optimization
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/noise-artifact-reduction-optimization Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Pareto front multi objective optimization
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/pareto-front-multi-objective-optimization Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Peak detection optimization free
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/peak-detection-optimization-free Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Peak height threshold optimization
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/peak-height-threshold-optimization Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Peak intensity threshold optimization
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/peak-intensity-threshold-optimization Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Peak picking performance benchmarking
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/peak-picking-performance-benchmarking Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Peak quality classifier optimization
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/peak-quality-classifier-optimization Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Performance benchmarking computational systems
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/performance-benchmarking-computational-systems Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Performance threshold filtering and analysis
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/performance-threshold-filtering-and-analysis Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Precision recall optimization in spectral annotation
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/precision-recall-optimization-in-spectral-annotation Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Pytorch model training and optimization
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/pytorch-model-training-and-optimization Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Rank performance metric computation
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/rank-performance-metric-computation Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Ranking performance evaluation
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/ranking-performance-evaluation Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Ranking task loss optimization
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/ranking-task-loss-optimization Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Retention time prediction optimization
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/retention-time-prediction-optimization Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Rsd threshold parameter optimization
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/rsd-threshold-parameter-optimization Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Runtime performance benchmarking
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/runtime-performance-benchmarking Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Scalability extrapolation and throughput estimation
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/scalability-extrapolation-and-throughput-estimation Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder